Update README.md

README.md

@@ -7,11 +7,11 @@ tags:
 - machine-translation
 ---
 
-# Pixel Translation checkpoints
+# From Subwords to Pixels: Evaluating Text Representations for Arabic Machine Translation
 
-Final checkpoints for the Base, Vocab+, Byte, and Contextual Pixel Arabic-to-English
-translation models. These weights are intended for use with
-[mbzuai-nlp/arapixel-mt](https://github.com/mbzuai-nlp/arapixel-mt).
+Final checkpoints for the Base, Vocab+, Byte, and Pixel Arabic-to-English
+machine translation models described in our paper on [From Subwords to Pixels: Evaluating Text Representations for Arabic Machine Translation]().
+These models are intended to be used with this repo: [mbzuai-nlp/arapixel-mt](https://github.com/mbzuai-nlp/arapixel-mt).
 
 ## Layout